Interaction Plots

I've been using JMP to create interaction plots in the Fit Model platform. I was wondering if anybody can shed light as to how the plots are actually created (equations or otherwise). We are finding some very interesting findings using these plots and would really like to understand what drives them in order to avoid making some bad conclusions.